{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils import data\n",
    "from torchvision import transforms\n",
    "import torchvision as vision\n",
    "import torch\n",
    "from helper import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = '/home/himanshu/cityscape/'\n",
    "trainset = torchvision.datasets.Cityscapes(root, split = 'train', mode = 'fine', target_type = 'semantic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "image, mask = trainset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1e64586b90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1e644fd0d0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  3  4  5  7  8  9 11 13 17 19 20 21 22 23 24 26 27 32 33]\n"
     ]
    }
   ],
   "source": [
    "image, mask = trainset[0]\n",
    "mask = np.array(mask)\n",
    "print(np.unique(mask))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "class encode_segmap(object) :\n",
    "    def __init__(self, ignore_index) :\n",
    "        self.void_labels = [0, 1, 2, 3, 4, 5, 6, 9, 10, 14, 15, 16, 18, 29, 30, -1]\n",
    "        self.valid_labels = [7, 8, 11, 12, 13, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 31, 32, 33]\n",
    "        self.class_map = dict(zip(self.valid_labels, range(19)))\n",
    "        self.ignore_index = ignore_index\n",
    "    def __call__(self, mask) : \n",
    "        mask = np.array(mask)\n",
    "        for voidc in self.void_labels :\n",
    "            mask[mask == voidc] = self.ignore_index\n",
    "        for validc in self.valid_labels :\n",
    "            mask[mask == validc] = self.class_map[validc]\n",
    "        return mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_transform = vision.transforms.Compose([vision.transforms.Resize((480, 640)), encode_segmap(ignore_index = 250)])\n",
    "tfsm = vision.transforms.Compose([vision.transforms.Resize((480, 640)), vision.transforms.ToTensor()])\n",
    "dataset = vision.datasets.Cityscapes(root=root, target_type='semantic', mode='fine', transform = tfsm, target_transform = target_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1e5764c590>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image, mask = dataset[0]\n",
    "plt.imshow(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (pyt)",
   "language": "python",
   "name": "pyt"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
